prisma-orm

name	prisma-orm
description	Prisma ORM for database access, schema design, migrations, and queries in TypeScript/JavaScript. Use when user mentions "prisma", "prisma schema", "prisma migrate", "prisma client", "prisma studio", "database ORM", "type-safe database", "prisma seed", or any Prisma-related task.

Prisma ORM

Setup

npx prisma init          # creates prisma/schema.prisma and .env
npm install @prisma/client

Configure prisma/schema.prisma:

datasource db {
  provider = "postgresql" // "mysql", "sqlite", "sqlserver", "mongodb", "cockroachdb"
  url      = env("DATABASE_URL")
}
generator client {
  provider = "prisma-client-js"
}

Set DATABASE_URL in .env: postgresql://user:password@localhost:5432/mydb?schema=public

Schema Language

model User {
  id        Int      @id @default(autoincrement())
  email     String   @unique
  name      String?
  role      Role     @default(USER)
  posts     Post[]
  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt
  @@map("users")
  @@index([email, name])
}

enum Role {
  USER
  ADMIN
  MODERATOR
}

Key attributes: @id (primary key), @unique, @default(value), @map("col") (column rename), @updatedAt, @relation, @@id([a, b]) (composite PK), @@unique([a, b]).

Relations

One-to-one:

model User {
  id      Int      @id @default(autoincrement())
  profile Profile?
}
model Profile {
  id     Int  @id @default(autoincrement())
  user   User @relation(fields: [userId], references: [id])
  userId Int  @unique
}

One-to-many:

model User {
  id    Int    @id @default(autoincrement())
  posts Post[]
}
model Post {
  id       Int  @id @default(autoincrement())
  author   User @relation(fields: [authorId], references: [id])
  authorId Int
}

Many-to-many (implicit -- Prisma manages the join table):

model Post {
  id         Int        @id @default(autoincrement())
  categories Category[]
}
model Category {
  id    Int    @id @default(autoincrement())
  posts Post[]
}

Explicit many-to-many (custom join table with extra fields):

model CategoriesOnPosts {
  post       Post     @relation(fields: [postId], references: [id])
  postId     Int
  category   Category @relation(fields: [categoryId], references: [id])
  categoryId Int
  assignedAt DateTime @default(now())
  @@id([postId, categoryId])
}

Self-relations:

model Employee {
  id        Int        @id @default(autoincrement())
  manager   Employee?  @relation("Mgmt", fields: [managerId], references: [id])
  managerId Int?
  reports   Employee[] @relation("Mgmt")
}

Migrations

npx prisma migrate dev --name add_user_table  # create + apply migration (dev)
npx prisma migrate deploy                     # apply pending migrations (prod)
npx prisma migrate reset                      # drop DB, re-apply all migrations
npx prisma migrate resolve --applied "20240101000000_name"  # mark as resolved
npx prisma generate                           # regenerate client without migrating
npx prisma db push                            # push schema without migration file (prototyping)

Prisma Client Queries

import { PrismaClient } from '@prisma/client';
const prisma = new PrismaClient();

// Create
const user = await prisma.user.create({ data: { email: '[e-mail]', name: 'Alice' } });
await prisma.user.createMany({
  data: [{ email: '[e-mail]', name: 'Alice' }, { email: '[e-mail]', name: 'Bob' }],
  skipDuplicates: true,
});

// Read
await prisma.user.findUnique({ where: { id: 1 } });
await prisma.user.findUniqueOrThrow({ where: { id: 1 } });
await prisma.user.findFirst({ where: { name: 'Alice' } });
await prisma.user.findMany();

// Update
 prisma..({ : { :  }, : { :  } });


 prisma..({
  : { :  },
  : { :  },
  : { : , :  },
});


 prisma..({ : { :  } });
 prisma..({ : { :  } });

Filtering

const users = await prisma.user.findMany({
  where: {
    email: { contains: 'example.com' },
    name: { startsWith: 'A' },
    role: { in: ['ADMIN', 'MODERATOR'] },
    id: { not: 5 },
    AND: [{ createdAt: { gte: new Date('2024-01-01') } }, { createdAt: { lte: new Date('2024-12-31') } }],
    OR: [{ name: { contains: 'alice' } }, { email: { contains: 'alice' } }],
    posts: { some: { published: true } }, // relation filters: some, none, every
  },
  orderBy: { createdAt: 'desc' },
});

Relations in Queries

// include: fetch full related objects
await prisma.user.findUnique({ where: { id: 1 }, include: { posts: true, profile: true } });

// select: pick specific fields
await prisma.user.findUnique({
  where: { id: 1 },
  select: { name: true, posts: { select: { title: true } } },
});

// Nested writes: create parent + children in one call
await prisma.user.create({
  data: {
    email: '[e-mail]',
    posts: { create: [{ title: 'Post 1' }, { title: 'Post 2' }] },
    profile: { create: { bio: 'Hello' } },
  },
  include: { posts: true, profile: true },
});

// Connect existing records
await prisma.post.update({
  where: { id:  },
  : { : { : [{ :  }, { :  }] } },
});

Aggregations

await prisma.user.count({ where: { role: 'ADMIN' } });

await prisma.product.aggregate({
  _sum: { price: true }, _avg: { price: true },
  _min: { price: true }, _max: { price: true }, _count: true,
});

await prisma.user.groupBy({
  by: ['role'],
  _count: { id: true },
  _avg: { age: true },
  having: { age: { _avg: { gt: 25 } } },
});

Raw Queries

const users = await prisma.$queryRaw`SELECT * FROM users WHERE email = ${email}`;
await prisma.$executeRaw`UPDATE users SET name = ${name} WHERE id = ${id}`;

Tagged template literals are parameterized automatically. Never use string concatenation.

Seeding

Add to package.json: { "prisma": { "seed": "ts-node prisma/seed.ts" } }

// prisma/seed.ts
import { PrismaClient } from '@prisma/client';
const prisma = new PrismaClient();
async function main() {
  await prisma.user.upsert({
    where: { email: '[e-mail]' },
    update: {},
    create: { email: '[e-mail]', name: 'Admin', role: 'ADMIN' },
  });
}
main()
  .catch((e) => { console.error(e); process.exit(1); })
  .finally(() => prisma.$disconnect());

npx prisma db seed   # also runs automatically after prisma migrate reset

Prisma Studio

npx prisma studio    # opens visual data editor at http://localhost:5555

Multiple Databases

Use separate schema files with custom client output paths:

// prisma/schema-analytics.prisma
datasource db {
  provider = "postgresql"
  url      = env("ANALYTICS_DATABASE_URL")
}
generator client {
  provider = "prisma-client-js"
  output   = "../generated/analytics-client"
}

npx prisma generate --schema=prisma/schema-analytics.prisma

import { PrismaClient as AnalyticsClient } from '../generated/analytics-client';
const analytics = new AnalyticsClient();

Common Patterns

Pagination

// Offset-based
await prisma.user.findMany({
  skip: (page - 1) * pageSize, take: pageSize, orderBy: { createdAt: 'desc' },
});
// Cursor-based (better for large datasets)
await prisma.user.findMany({
  take: 20, skip: 1, cursor: { id: lastSeenId }, orderBy: { id: 'asc' },
});

Soft Deletes

Add deletedAt DateTime? to the model. Filter with where: { deletedAt: null }. Use Prisma client extensions to apply the filter globally.

Timestamps

Use createdAt DateTime @default(now()) and updatedAt DateTime @updatedAt on models.

Transactions

// Batch (all-or-nothing, no inter-query dependencies)
const [user, post] = await prisma.$transaction([
  prisma.user.create({ data: { email: '[e-mail]' } }),
  prisma.post.create({ data: { title: 'Hello', authorId: 1 } }),
]);

// Interactive (access results of previous queries)
await prisma.$transaction(async (tx) => {
  const user = await tx.user.findUniqueOrThrow({ where: { id: 1 } });
  await tx.account.update({
    where: { userId: user.id },
    data: { balance: { decrement: 100 } },
  });
});

Performance

Singleton Client

Prevent multiple instances during hot reload:

const globalForPrisma = globalThis as unknown as { prisma: PrismaClient };
export const prisma = globalForPrisma.prisma || new PrismaClient();
if (process.env.NODE_ENV !== 'production') globalForPrisma.prisma = prisma;

Connection Pooling

Set pool size in the URL: ?connection_limit=10&pool_timeout=30. For serverless, use Prisma Accelerate or an external pooler like PgBouncer.

N+1 Prevention

// Bad: N+1
const users = await prisma.user.findMany();
for (const u of users) { await prisma.post.findMany({ where: { authorId: u.id } }); }

// Good: single query
const users = await prisma.user.findMany({ include: { posts: true } });

Use findMany with where: { id: { in: ids } } instead of multiple findUnique calls.

Query Logging and Indexes

const prisma = new PrismaClient({ log: ['query', 'info', 'warn', 'error'] });

Add @@index for columns used in where, orderBy, and join conditions:

model Post {
  id       Int    @id @default(autoincrement())
  authorId Int
  status   String
  @@index([authorId])
  @@index([status, authorId])
}